code: def remove_punctuation(text: str) -> str:
      punct = [
          ",",
      ]
      for p in punct:
          text = text.replace(p, "")
      return text.strip()
  
imports: import argparse
  from typing import Any, Tuple
  import torch
  import os
  import json
  from tqdm import tqdm
  from ferret.mm_utils import tokenizer_image_token, get_model_name_from_path, KeywordsStoppingCriteria
  from ferret.model.builder import load_pretrained_model
  from ferret.constants import IMAGE_TOKEN_INDEX, DEFAULT_IMAGE_TOKEN, DEFAULT_IM_START_TOKEN, DEFAULT_IM_END_TOKEN
  from ferret.conversation import conv_templates, SeparatorStyle
  from ferret.utils import disable_torch_init
  from PIL import Image
  import re
  import math
  import torchvision
  import numpy
  from copy import deepcopy
  from PIL import Image, ImageDraw, ImageFont
label_desc: Use image node_id 4 for calling a global function with example usage: remove_punctuation(text) and returns: text